The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for ETL skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited ETL over the 3 months to 25 June 2017 with a comparison to the same period in the previous 2 years.

Extract, Transform and Load (ETL)
UK / England
3 months to
25 Jun 2017
Same period 2016 Same period 2015
Rank 145 128 129
Rank change year-on-year -17 +1  
Permanent jobs citing ETL 2006 2336 2569
As % of all permanent IT jobs advertised in England 2.42% 2.56% 2.48%
As % of the Processes & Methodologies category 2.70% 2.88% 2.81%
Number of salaries quoted 1624 1927 2096
Median salary £50,000 £52,000 £55,000
Median salary % change year-on-year -3.84% -5.45%  
90% offered a salary of more than £34,000 £37,500 £35,800
10% offered a salary of more than £75,000 £75,000 £80,000
UK excluding London median salary £45,000 £45,000 £45,000

ETL is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process and methodology skills.

Process & Methodology Skills
England
Permanent job vacancies with a requirement for process and methodology skills 74281 81140 91281
As % of all permanent IT job vacancies advertised in England 89.70% 88.99% 87.96%
Number of salaries quoted 60243 68634 75471
Median salary £52,000 £50,000 £50,000
Median salary % change year-on-year +4.00% -  
90% offered a salary of more than £32,500 £32,500 £32,000
10% offered a salary of more than £80,000 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

ETL
Job Vacancy Trend in England

The job posting trend of jobs advertised in England citing ETL as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for ETL in England

ETL
Salary Trend in England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing ETL in England.

Salary trend for ETL in England

ETL
Salary Histogram in England

The salary distribution of IT jobs citing ETL in England over the 3 months to 25 June 2017.

Salary histogram for ETL in England

ETL
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing ETL within the England region over the 3 months to 25 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -29 1004 £57,500 - 123
South East -46 221 £55,000 +10.00% 34
North West +13 184 £42,500 +6.25% 33
East of England +53 149 £45,000 -14.28% 13
Yorkshire +22 133 £45,000 +5.88% 26
South West +9 120 £40,000 -0.15% 9
West Midlands -9 107 £40,000 -3.02% 14
East Midlands +24 68 £45,000 - 9
Midlands +13 9 £60,000 +26.31% 24
North East +5 2 £56,250 +35.54% 1
ETL
UK

For the 6 months to 25 June 2017, IT jobs citing ETL also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the England region with a requirement for ETL.

1 2882 (72.12%) SQL
2 2187 (54.73%) Business Intelligence
3 2034 (50.90%) SQL Server
4 1951 (48.82%) Data Warehouse
5 1810 (45.30%) SQL Server Integration Services
6 1316 (32.93%) Microsoft
7 1315 (32.91%) SQL Server Reporting Services
8 1228 (30.73%) Agile Software Development
9 1165 (29.15%) T-SQL
10 1034 (25.88%) Finance
10 1034 (25.88%) SQL Server Analysis Services
11 1015 (25.40%) Oracle
12 852 (21.32%) Data Modelling
13 821 (20.55%) Analytics
14 707 (17.69%) Big Data
15 599 (14.99%) Java
16 571 (14.29%) Analytical Skills
17 566 (14.16%) Power BI
18 554 (13.86%) Relational Database
19 553 (13.84%) Degree
20 535 (13.39%) Tableau
21 497 (12.44%) .NET
22 460 (11.51%) C#
22 460 (11.51%) Visualisation
23 397 (9.93%) Microsoft Azure
24 394 (9.86%) SQL Server 2012
24 394 (9.86%) QlikView
25 386 (9.66%) Hadoop
26 383 (9.58%) Data Quality
27 382 (9.56%) Scrum

ETL
Co-occurring IT Skills in England by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 196 (4.90%) Apache Spark
2 112 (2.80%) SAS
3 109 (2.73%) SharePoint
4 96 (2.40%) IIS
5 90 (2.25%) JBoss
6 67 (1.68%) Apache
7 66 (1.65%) Oracle SOA Suite
8 60 (1.50%) Tomcat
9 58 (1.45%) Elasticsearch
10 57 (1.43%) BizTalk Server
11 51 (1.28%) Confluence
12 41 (1.03%) Apache Pig
13 38 (0.95%) WebLogic
14 32 (0.80%) CMS
15 28 (0.70%) Oracle Workflow
16 23 (0.58%) WebSphere
17 20 (0.50%) nginx
18 19 (0.48%) Jetty
19 18 (0.45%) Apache Solr
19 18 (0.45%) Sitecore CMS
Applications
1 325 (8.13%) Microsoft Excel
2 68 (1.70%) Microsoft Office
3 64 (1.60%) MS Visio
4 58 (1.45%) SPSS
5 35 (0.88%) Microsoft PowerPoint
6 14 (0.35%) Microsoft Project
7 11 (0.28%) Spreadsheet
8 4 (0.10%) SPSS Modeler
9 1 (0.025%) Weka
Business Applications
1 41 (1.03%) Oracle EBS
2 31 (0.78%) Cognos Business Intelligence
3 28 (0.70%) Dynamics CRM
4 21 (0.53%) Salesforce.com CRM
4 21 (0.53%) SAP Oil and Gas
5 17 (0.43%) Dynamics NAV
6 15 (0.38%) HFM
6 15 (0.38%) Hyperion Planning
7 14 (0.35%) Oracle EBS R12
8 13 (0.33%) iTrent
9 12 (0.30%) Cognos TM1
9 12 (0.30%) Dynamics AX
9 12 (0.30%) Hyperion Enterprise
10 10 (0.25%) Dynamics GP
10 10 (0.25%) SAP CO
10 10 (0.25%) SAP FI
10 10 (0.25%) SAP FI/CO
11 9 (0.23%) Eloqua
11 9 (0.23%) Oracle Applications
12 8 (0.20%) Markit EDM
Cloud Services
1 397 (9.93%) Microsoft Azure
2 273 (6.83%) Amazon AWS
3 70 (1.75%) Google Cloud Platform
4 62 (1.55%) SaaS
5 54 (1.35%) GitHub
6 47 (1.18%) Azure Machine Learning
7 36 (0.90%) Cloud Computing
8 29 (0.73%) Amazon EC2
8 29 (0.73%) Google Analytics
9 23 (0.58%) IaaS
10 15 (0.38%) Force.com
11 14 (0.35%) Azure Data Factory
11 14 (0.35%) Office 365
12 12 (0.30%) Amazon S3
13 10 (0.25%) PaaS
14 9 (0.23%) iPaaS
15 8 (0.20%) AWS Lambda
15 8 (0.20%) Salesforce Service Cloud
16 7 (0.18%) Amazon EMR
16 7 (0.18%) Cortana Intelligence Suite
Communications & Networking
1 29 (0.73%) Internet
1 29 (0.73%) Intranet
2 14 (0.35%) HTTP
3 12 (0.30%) Kerberos
4 11 (0.28%) FTP
5 10 (0.25%) Extranet
6 9 (0.23%) Firewall
7 8 (0.20%) LDAP
7 8 (0.20%) SAN
7 8 (0.20%) TCP/IP
8 7 (0.18%) HTTPS
8 7 (0.18%) SNMP
9 5 (0.13%) DHCP
9 5 (0.13%) DNS
9 5 (0.13%) LAN
9 5 (0.13%) SSL
9 5 (0.13%) WAN
10 4 (0.10%) Broadband
11 3 (0.075%) VoIP
11 3 (0.075%) VPN
Database & Business Intelligence
1 2034 (50.90%) SQL Server
2 1951 (48.82%) Data Warehouse
3 1810 (45.30%) SQL Server Integration Services
4 1315 (32.91%) SQL Server Reporting Services
5 1034 (25.88%) SQL Server Analysis Services
6 707 (17.69%) Big Data
7 566 (14.16%) Power BI
8 554 (13.86%) Relational Database
9 394 (9.86%) QlikView
9 394 (9.86%) SQL Server 2012
10 386 (9.66%) Hadoop
11 351 (8.78%) OLAP
12 341 (8.53%) BusinessObjects
13 323 (8.08%) SQL Server 2008
14 322 (8.06%) NoSQL
15 294 (7.36%) Oracle Database
16 257 (6.43%) MySQL
17 243 (6.08%) RDBMS
18 199 (4.98%) SQL Server 2014
18 199 (4.98%) SQL Server 2016
Development Applications
1 222 (5.56%) Talend Open Studio
2 187 (4.68%) Team Foundation Server
3 186 (4.65%) Visual Studio
4 175 (4.38%) JIRA
5 86 (2.15%) Subversion
6 85 (2.13%) Git (software)
7 76 (1.90%) SQL Server Management Studio (SSMS)
8 75 (1.88%) TeamCity
9 57 (1.43%) Jenkins
10 46 (1.15%) Maven
11 42 (1.05%) Selenium
12 33 (0.83%) ERwin
13 30 (0.75%) Ant
14 29 (0.73%) Oracle Forms
15 28 (0.70%) Gradle
16 27 (0.68%) PowerDesigner
17 25 (0.63%) Eclipse
18 24 (0.60%) Sonatype Nexus
19 21 (0.53%) HP UFT
19 21 (0.53%) JUnit
General
1 1034 (25.88%) Finance
2 295 (7.38%) Retail
3 252 (6.31%) Banking
4 212 (5.31%) Marketing
5 165 (4.13%) Legal
6 99 (2.48%) Advertising
7 84 (2.10%) Investment Banking
8 83 (2.08%) Games
9 66 (1.65%) Telecoms
10 61 (1.53%) Retail Banking
11 59 (1.48%) Front Office
12 53 (1.33%) Manufacturing
13 42 (1.05%) Law
14 41 (1.03%) Pharmaceutical
15 37 (0.93%) Publishing
16 25 (0.63%) Back Office
17 24 (0.60%) Electronics
17 24 (0.60%) Private Banking
18 23 (0.58%) Corporate Banking
19 20 (0.50%) Polish Language
Job Titles
1 1902 (47.60%) Developer
2 784 (19.62%) SQL Developer
3 771 (19.29%) Business Intelligence Developer
4 592 (14.81%) Analyst
5 350 (8.76%) Architect
6 319 (7.98%) SSIS Developer
7 316 (7.91%) ETL Developer
8 309 (7.73%) Senior Developer
9 276 (6.91%) SQL BI Developer
10 259 (6.48%) DBA
11 254 (6.36%) SQL Server Developer
12 245 (6.13%) Business Intelligence Analyst
13 236 (5.91%) Data Warehouse Developer
14 215 (5.38%) Data Engineer
15 214 (5.36%) SSRS Developer
16 206 (5.16%) SQL Analyst
17 198 (4.95%) Data Architect
18 192 (4.80%) Business Developer
19 186 (4.65%) Consultant
20 180 (4.50%) Oracle Developer
Libraries, Frameworks & Software Standards
1 497 (12.44%) .NET
2 288 (7.21%) XML
3 276 (6.91%) Web Services
4 228 (5.71%) HTML
5 207 (5.18%) MDX
6 144 (3.60%) SOAP
7 137 (3.43%) REST
8 133 (3.33%) ASP.NET
9 127 (3.18%) CSS
10 111 (2.78%) .NET Framework
11 98 (2.45%) Kafka
12 89 (2.23%) JSON
13 83 (2.08%) Spring
14 70 (1.75%) RESTful
15 60 (1.50%) J2EE
16 54 (1.35%) HTML5
17 51 (1.28%) AngularJS
18 50 (1.25%) Java EE
19 48 (1.20%) ASP.NET MVC
19 48 (1.20%) XSLT
Miscellaneous
1 571 (14.29%) Analytical Skills
2 273 (6.83%) Computer Science
3 223 (5.58%) Management Information System
4 116 (2.90%) Data Structures
5 99 (2.48%) Greenfield Project
6 96 (2.40%) Enterprise Software
7 79 (1.98%) Clustering
7 79 (1.98%) Fintech
8 75 (1.88%) Replication
9 53 (1.33%) iPad
10 52 (1.30%) Algorithms
11 51 (1.28%) User Experience
12 30 (0.75%) Semantic Web
13 29 (0.73%) Life Science
13 29 (0.73%) N-Tier
14 22 (0.55%) Linux Command Line
14 22 (0.55%) NHS
15 20 (0.50%) Foreign Exchange (FX)
16 18 (0.45%) Hedge funds
17 15 (0.38%) Mainframe
Operating Systems
1 347 (8.68%) Linux
2 214 (5.36%) Windows
3 188 (4.70%) Unix
4 74 (1.85%) Windows Server
5 35 (0.88%) Red Hat Enterprise Linux
6 28 (0.70%) Windows Server 2003
7 25 (0.63%) Windows Server 2012
8 17 (0.43%) Solaris
9 16 (0.40%) Windows Server 2008
10 9 (0.23%) Windows 7
11 7 (0.18%) CentOS
12 6 (0.15%) Android
13 5 (0.13%) Windows 10
14 2 (0.050%) Apple iOS
14 2 (0.050%) Fedora
14 2 (0.050%) Mesosphere
14 2 (0.050%) VMS
15 1 (0.025%) MVS
Processes & Methodologies
1 2187 (54.73%) Business Intelligence
2 1228 (30.73%) Agile Software Development
3 852 (21.32%) Data Modelling
4 821 (20.55%) Analytics
5 460 (11.51%) Visualisation
6 382 (9.56%) Scrum
7 378 (9.46%) Data Management
8 370 (9.26%) Data Integration
9 327 (8.18%) Performance Tuning
10 314 (7.86%) Kimball Methodology
11 313 (7.83%) Data Visualisation
12 296 (7.41%) SDLC
13 276 (6.91%) Migration
14 240 (6.01%) ETL Development
15 232 (5.81%) Data Analysis
16 226 (5.66%) Test Automation
17 224 (5.61%) Data Analytics
18 220 (5.51%) Mentoring
19 210 (5.26%) Continuous Integration
20 202 (5.06%) Project Management
Programming Languages
1 2882 (72.12%) SQL
2 1165 (29.15%) T-SQL
3 599 (14.99%) Java
4 460 (11.51%) C#
5 367 (9.18%) Python
6 352 (8.81%) PL/SQL
7 318 (7.96%) JavaScript
8 231 (5.78%) R
9 153 (3.83%) Shell Script
10 126 (3.15%) Data Analysis Expressions (DAX)
11 97 (2.43%) Scala
12 82 (2.05%) VBA
13 71 (1.78%) C++
14 70 (1.75%) PowerShell
15 63 (1.58%) VB.NET
16 58 (1.45%) C
17 50 (1.25%) Groovy
18 47 (1.18%) PHP
19 43 (1.08%) Bash Shell
20 42 (1.05%) VB
Qualifications
1 553 (13.84%) Degree
2 118 (2.95%) Computer Science Degree
3 87 (2.18%) Microsoft Certification
4 59 (1.48%) Security Cleared
5 49 (1.23%) SC Cleared
6 46 (1.15%) ISEB
7 44 (1.10%) Master's Degree
7 44 (1.10%) Numerate Degree
8 29 (0.73%) ISTQB
9 21 (0.53%) MCSE
10 19 (0.48%) ITIL Foundation Certificate
10 19 (0.48%) MCSA
11 17 (0.43%) MCITP
12 16 (0.40%) Oracle Certification
13 12 (0.30%) MCP
14 11 (0.28%) MCTS
15 10 (0.25%) Postgraduate
16 9 (0.23%) ITIL Certification
17 7 (0.18%) OCP
17 7 (0.18%) PRINCE2 Certification
Quality Assurance & Compliance
1 383 (9.58%) Data Quality
2 225 (5.63%) QA
3 46 (1.15%) SLA
4 17 (0.43%) Sarbanes-Oxley
5 13 (0.33%) ISO/IEC 27001
6 9 (0.23%) GDPR
7 8 (0.20%) Solvency II
8 6 (0.15%) COBIT
9 5 (0.13%) IFRS
9 5 (0.13%) ISO 9001
10 4 (0.10%) IFRS 9
10 4 (0.10%) PCI DSS
11 3 (0.075%) MiFID
11 3 (0.075%) PMO
11 3 (0.075%) SNOMED CT
12 2 (0.050%) FATCA
12 2 (0.050%) GCP
12 2 (0.050%) ISO 14001
13 1 (0.025%) BS7666
13 1 (0.025%) GAAP
System Software
1 43 (1.08%) HDFS
2 31 (0.78%) Active Directory
3 27 (0.68%) Apache Flume
4 18 (0.45%) Docker
5 11 (0.28%) VMware Infrastructure
6 9 (0.23%) KVM
7 7 (0.18%) Oracle RAC
8 5 (0.13%) Hyper-V
9 4 (0.10%) XenServer
10 3 (0.075%) Virtual Machines
11 2 (0.050%) Apache ZooKeeper
11 2 (0.050%) iptables
11 2 (0.050%) Tivoli Workload Scheduler
11 2 (0.050%) vSphere
11 2 (0.050%) Xen
Systems Management
1 28 (0.70%) Opscode Chef
2 27 (0.68%) Oozie
3 24 (0.60%) Puppet
4 23 (0.58%) Ansible
5 19 (0.48%) Control-M
6 18 (0.45%) Tivoli
7 17 (0.43%) Data Guard
8 13 (0.33%) Oracle Enterprise Manager
9 8 (0.20%) Failover Clustering
10 7 (0.18%) HP Quality Center
11 6 (0.15%) Enterprise Manager Cloud Control
11 6 (0.15%) Oracle RMAN
12 5 (0.13%) logstash
12 5 (0.13%) SCCM
13 4 (0.10%) Hadoop YARN
13 4 (0.10%) Perfmon
14 3 (0.075%) Kubernetes
14 3 (0.075%) OSSEC
15 2 (0.050%) Ambari
15 2 (0.050%) Terraform
Vendors
1 1316 (32.93%) Microsoft
2 1015 (25.40%) Oracle
3 535 (13.39%) Tableau
4 340 (8.51%) Informatica
5 281 (7.03%) SAP
6 222 (5.56%) Talend
7 166 (4.15%) Cognos
8 117 (2.93%) Google
9 115 (2.88%) IBM
10 107 (2.68%) Teradata
11 93 (2.33%) Salesforce.com
12 82 (2.05%) MicroStrategy
13 81 (2.03%) Sybase
14 62 (1.55%) Jaspersoft
15 57 (1.43%) Alteryx
16 55 (1.38%) Netezza
17 54 (1.35%) Cloudera
18 40 (1.00%) Hyperion
19 37 (0.93%) Hortonworks
20 32 (0.80%) Red Hat
City, London
Harrington Starr
Salary: £65000 - £75000 per annum + Benefits + Bonus
Posted: 1 hour ago
London
Harrington Starr
Salary: £55000 - £75000 per annum + Benefits + Bonus
Posted: 1 hour ago
Hampshire
Spectrum IT Recruitment (South) Ltd
Salary: £45000 - £52000 per annum + Benefits
Posted: Yesterday
Egham, Surrey
Spargonet Consulting Plc
Salary: £55000 - £65000 per annum, Benefits Pension, Life, Health and 25 days
Posted: 6 hours ago
Watford, Hertfordshire
Understanding Recruitment
Salary: £48000 - £55000 per annum + benefits
Posted: 7 hours ago
Surrey
Venturi
Salary: £40000.00 - £55000.00 per annum + Bonus & Benefits
Posted: Yesterday
Colchester, Essex
Bristow Holland
Salary: From £50,000 to £55,000 per annum plus benefits
Posted: 2 days ago
Kingston Upon Thames, Surrey
Austin Fraser
Salary: £45000 - £55000 per annum + Depending on experience
Posted: 2 days ago
Leeds, West Yorkshire
Fruition IT Resources Limited
Salary: £35000 - £45000 per annum
Posted: 2 days ago
City, London
Harrington Starr
Salary: £70000 - £75000 per annum + Benefits + Bonus
Posted: 1 hour ago
Enfield, Middlesex
onezeero.
Salary: £45000 - £60000 per annum
Posted: 3 days ago
Bradford, West Yorkshire
The Bridge Ltd
Salary: From £30,000 to £35,000 per annum
Posted: 2 days ago
City, London
Big Wednesday Digital Ltd
Salary: Negotiable
Posted: Yesterday
Leeds, West Yorkshire
Modis International
Salary: £38000 - £42000 per annum
Posted: 3 days ago
Enfield, Middlesex
onezeero.
Salary: £45000 - £60000 per annum
Posted: 3 days ago
Hull, North Humberside
Senitor Associates
Salary: £35000 - £40000 per annum + Benefits
Posted: 2 days ago
Leeds, West Yorkshire
Fruition IT Resources Limited
Salary: £40000 - £45000 per annum + bonus + on site gym + free parking
Posted: 2 days ago
Manchester, Lancashire
Oscar
Salary: £20000 - £22000 per annum + Benefits
Posted: 2 days ago
Manchester, Lancashire
Car finance 247
Salary: £40000 - £42500 per annum + benefits
Posted: 3 days ago
Oxfordshire
Oscar
Salary: £25000 - £35000 per annum + Benefits
Posted: 2 days ago
Leeds, West Yorkshire
The Bridge Ltd
Salary: From £35,000 to £42,000 per annum Pension, Healthcare
Posted: 2 days ago
Portsmouth, Hampshire
Senitor Associates
Salary: £30000 - £50000 per annum
Posted: 2 days ago
Bristol, Avon
Sanderson
Salary: £40000 - £45000 per annum
Posted: 3 days ago
Maidenhead, Berkshire
onezeero.
Salary: £44000 - £60000 per annum
Posted: 4 days ago
London
Talent Spa
Salary: £70k per year
Posted: 2 days ago
Leeds, West Yorkshire
Harvey Nash plc
Salary: £40000 - £48000 per annum
Posted: 3 days ago
Nottingham, Nottinghamshire
Computer People
Salary: £40000.00 - £49000.00 per annum
Posted: 3 days ago
West London
Morgan Mckinley
Salary: £0.00 - £45000 per annum
Posted: 5 days ago
City, London
Evolution Recruitment Solutions
Salary: 45,000 - 55,000
Posted: 4 days ago
Broughton-In-Furness, Cumbria
Roc Search
Salary: £30000 - £50000 per annum
Posted: 2 days ago